Edge AI Telemetry & Hardware Benchmark

Dual-Stage Cascading Neural Network | USM Gelugor Node Telemetry
📊 Download Q1 Summary Metrics CSV 📥 Download Raw Telemetry CSV
Total Inferences Streamed
174
HIL Test Samples
Mean Execution Latency
109.0 µs
Jitter (σ): ±12.5 µs
Inference Throughput
9,256.2 Hz
Inferences / Second
Energy / Inference
0.0432 mJ
Active Current @ 3.3V
Max Dynamic RAM Spike
356 Bytes
Zero-Heap Proven
Stage 1 MAE Error
1.10 / 1.94
Sensation / Comfort MAE
Live Real-Time Telemetry Logs (Recent 50 Inferences) Node IP / Location: db.usmtech.my
ID Timestamp Temp (°C) RH (%) Vel (m/s) Pred Sensation Pred Comfort SBS Class Confidence Latency Throughput Energy
#174 2026-08-25 23:06:09 24.4 61.4 0.08 -0.49 1.61 SICK (1) 54.3% 104 µs 9,615.4 Hz 0.0412 mJ
#173 2026-08-25 23:06:09 24.4 61.4 0.08 -0.49 1.61 SICK (1) 54.3% 105 µs 9,523.8 Hz 0.0416 mJ
#172 2026-08-25 23:06:08 24.4 61.4 0.08 -0.49 1.61 SICK (1) 54.3% 104 µs 9,615.4 Hz 0.0412 mJ
#171 2026-08-25 23:06:08 24.4 61.4 0.08 -0.49 1.61 SICK (1) 54.3% 105 µs 9,523.8 Hz 0.0416 mJ
#170 2026-08-25 23:06:08 24.3 62.7 0.04 -0.56 1.69 SICK (1) 54.3% 104 µs 9,615.4 Hz 0.0412 mJ
#169 2026-08-25 23:06:08 24.6 55.7 0.10 -0.45 1.51 SICK (1) 55.6% 106 µs 9,434.0 Hz 0.0420 mJ
#168 2026-08-25 23:06:07 24.1 59.8 0.08 -0.49 1.53 SICK (1) 55.6% 107 µs 9,345.8 Hz 0.0424 mJ
#167 2026-08-25 23:06:07 24.5 51.1 0.07 -0.53 1.46 SICK (1) 58.9% 110 µs 9,090.9 Hz 0.0436 mJ
#166 2026-08-25 23:06:07 24.7 50.1 0.07 -0.54 1.48 SICK (1) 58.8% 109 µs 9,174.3 Hz 0.0432 mJ
#165 2026-08-25 23:06:07 24.0 53.1 0.08 -0.51 1.39 SICK (1) 59.4% 192 µs 5,208.3 Hz 0.0760 mJ
#164 2026-08-25 23:06:07 24.5 53.0 0.08 -0.50 1.48 SICK (1) 57.4% 104 µs 9,615.4 Hz 0.0412 mJ
#163 2026-08-25 23:06:06 24.4 54.2 0.21 -0.37 1.26 SICK (1) 54.7% 106 µs 9,434.0 Hz 0.0420 mJ
#162 2026-08-25 23:06:06 25.1 51.1 0.24 -0.37 1.28 SICK (1) 53.4% 161 µs 6,211.2 Hz 0.0638 mJ
#161 2026-08-25 23:06:06 25.1 51.1 0.24 -0.37 1.28 SICK (1) 53.4% 105 µs 9,523.8 Hz 0.0416 mJ
#160 2026-08-25 23:06:06 25.1 51.1 0.24 -0.37 1.28 SICK (1) 53.4% 104 µs 9,615.4 Hz 0.0412 mJ
#159 2026-08-25 23:06:06 25.0 53.5 0.06 -0.50 1.61 SICK (1) 55.5% 153 µs 6,536.0 Hz 0.0606 mJ
#158 2026-08-25 23:06:05 25.0 53.5 0.06 -0.50 1.61 SICK (1) 55.5% 107 µs 9,345.8 Hz 0.0424 mJ
#157 2026-08-25 23:06:05 25.0 53.5 0.12 -0.45 1.51 SICK (1) 54.4% 105 µs 9,523.8 Hz 0.0416 mJ
#156 2026-08-25 23:06:05 25.1 51.1 0.24 -0.37 1.28 SICK (1) 53.4% 104 µs 9,615.4 Hz 0.0412 mJ
#155 2026-08-25 23:06:05 25.1 51.1 0.24 -0.37 1.28 SICK (1) 53.4% 106 µs 9,434.0 Hz 0.0420 mJ
#154 2026-08-25 23:06:04 24.7 51.9 0.10 -0.49 1.46 SICK (1) 56.5% 104 µs 9,615.4 Hz 0.0412 mJ
#153 2026-08-25 23:06:04 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 105 µs 9,523.8 Hz 0.0416 mJ
#152 2026-08-25 23:06:04 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 123 µs 8,130.1 Hz 0.0487 mJ
#151 2026-08-25 23:06:04 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 105 µs 9,523.8 Hz 0.0416 mJ
#150 2026-08-25 23:06:03 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 104 µs 9,615.4 Hz 0.0412 mJ
#149 2026-08-25 23:06:03 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 105 µs 9,523.8 Hz 0.0416 mJ
#148 2026-08-25 23:06:03 24.7 50.1 0.28 -0.36 1.12 SICK (1) 56.7% 104 µs 9,615.4 Hz 0.0412 mJ
#147 2026-08-25 23:06:03 25.3 58.9 0.21 -0.24 1.40 SICK (1) 52.3% 105 µs 9,523.8 Hz 0.0416 mJ
#146 2026-08-25 23:06:03 25.3 58.9 0.21 -0.24 1.40 SICK (1) 52.3% 104 µs 9,615.4 Hz 0.0412 mJ
#145 2026-08-25 23:06:02 24.4 53.5 0.08 -0.49 1.47 SICK (1) 57.6% 105 µs 9,523.8 Hz 0.0416 mJ
#144 2026-08-25 23:06:02 25.3 58.9 0.21 -0.24 1.40 SICK (1) 52.3% 104 µs 9,615.4 Hz 0.0412 mJ
#143 2026-08-25 23:06:02 25.3 58.9 0.21 -0.24 1.40 SICK (1) 52.3% 108 µs 9,259.3 Hz 0.0428 mJ
#142 2026-08-25 23:06:01 25.3 58.9 1.00 -0.90 2.07 HEALTHY (0) 62.6% 111 µs 9,009.0 Hz 0.0440 mJ
#141 2026-08-25 23:06:01 24.4 53.5 0.08 -0.49 1.47 SICK (1) 57.6% 105 µs 9,523.8 Hz 0.0416 mJ
#140 2026-08-25 23:06:01 24.7 53.2 0.20 -0.39 1.31 SICK (1) 54.1% 104 µs 9,615.4 Hz 0.0412 mJ
#139 2026-08-25 23:06:01 24.7 53.2 0.20 -0.39 1.31 SICK (1) 54.1% 106 µs 9,434.0 Hz 0.0420 mJ
#138 2026-08-25 23:06:01 24.7 53.2 0.20 -0.39 1.31 SICK (1) 54.1% 104 µs 9,615.4 Hz 0.0412 mJ
#137 2026-08-25 23:06:00 24.7 53.2 0.20 -0.39 1.31 SICK (1) 54.1% 105 µs 9,523.8 Hz 0.0416 mJ
#136 2026-08-25 23:06:00 24.7 53.2 0.20 -0.39 1.31 SICK (1) 54.1% 103 µs 9,708.7 Hz 0.0408 mJ
#135 2026-08-25 23:06:00 24.0 54.4 0.27 -0.33 1.09 SICK (1) 57.1% 105 µs 9,523.8 Hz 0.0416 mJ
#134 2026-08-25 23:06:00 24.4 54.2 0.21 -0.37 1.26 SICK (1) 54.7% 104 µs 9,615.4 Hz 0.0412 mJ
#133 2026-08-25 23:06:00 24.6 50.6 0.23 -0.40 1.20 SICK (1) 57.1% 105 µs 9,523.8 Hz 0.0416 mJ
#132 2026-08-25 23:05:59 24.6 50.6 0.23 -0.40 1.20 SICK (1) 57.1% 104 µs 9,615.4 Hz 0.0412 mJ
#131 2026-08-25 23:05:59 24.6 50.6 0.23 -0.40 1.20 SICK (1) 57.1% 109 µs 9,174.3 Hz 0.0432 mJ
#130 2026-08-25 23:05:59 24.6 50.6 0.23 -0.40 1.20 SICK (1) 57.1% 104 µs 9,615.4 Hz 0.0412 mJ
#129 2026-08-25 23:05:59 24.6 50.6 0.23 -0.40 1.20 SICK (1) 57.1% 105 µs 9,523.8 Hz 0.0416 mJ
#128 2026-08-25 23:05:59 25.7 53.6 0.24 -0.26 1.31 SICK (1) 53.0% 104 µs 9,615.4 Hz 0.0412 mJ
#127 2026-08-25 23:05:58 25.7 53.6 0.24 -0.26 1.31 SICK (1) 53.0% 105 µs 9,523.8 Hz 0.0416 mJ
#126 2026-08-25 23:05:58 25.7 53.6 0.24 -0.26 1.31 SICK (1) 53.0% 104 µs 9,615.4 Hz 0.0412 mJ
#125 2026-08-25 23:05:58 25.4 53.9 0.13 -0.42 1.57 SICK (1) 52.4% 105 µs 9,523.8 Hz 0.0416 mJ